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CloudTrailPatterns

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Synthetic
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data.csv ADDED
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1
+ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSize,Labels
2
+ 0,2023-04-01T12:00:00Z,192.168.1.100,10.0.0.1,Mozilla/5.0,API Call,EC2 Start Instance,512,Normal
3
+ 1,2023-04-01T12:05:00Z,192.168.1.101,10.0.0.2,curl/7.64.0,API Call,S3 Bucket Create,1024,Anomaly
4
+ 2,2023-04-01T12:10:00Z,192.168.1.102,10.0.0.3,python-requests/2.25.1,Data Export,EC2 Stop Instance,2048,Normal
5
+ 3,2023-04-01T12:15:00Z,192.168.1.103,10.0.0.4,curl/7.64.0,Data Import,S3 Bucket Import,256,Normal
6
+ 4,2023-04-01T12:20:00Z,192.168.1.104,10.0.0.5,curl/7.64.0,Data Export,S3 Bucket Export,1024,Anomaly
7
+ 5,2023-04-01T12:30:00Z,192.168.1.105,10.0.0.6,Mozilla/5.0,API Call,EC2 Instance Stop,1024,Normal
8
+ 6,2023-04-02T08:00:00Z,192.168.2.105,10.0.0.6,curl/7.64.0,Data Export,S3 Bucket Delete,1024,Anomaly
9
+ 7,2023-04-02T08:00:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,API Call,Lambda Function Invoke,300,Normal
10
+ 8,2023-04-02T14:00:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,API Call,EC2 Resize Volume,1024,Anomaly
11
+ 9,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,Data Export,EC2 Instance Terminate,512,Normal
12
+ 10,2023-04-02T14:30:00Z,192.168.2.200,10.0.0.6,MicrosoftEdge/19.0.1024.55,Network Traffic,VPC Peering,1048576,Anomaly
13
+ 11,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,API Call,Lambda Function Invocation,64,Normal
14
+ 12,2023-04-02T10:00:00Z,192.168.1.200,10.0.0.6,Java/1.8.0_242,Data Export,EC2 Stop Instance,1048576,Anomaly
15
+ 13,2023-04-02T01:15:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,Data Import,Lambda Function,512,Normal
16
+ 14,2023-04-02T14:30:00Z,203.0.113.5,172.16.0.3,Python-requests/2.25.1,Data Import,EBS Volume Create,1024,Anomaly
17
+ 15,2023-04-01T12:35:00Z,192.168.1.106,10.0.0.7,curl/7.64.0,API Call,S3 Bucket List,512,Normal
18
+ 16,2023-04-02T08:01:00Z,192.168.2.106,10.0.0.7,python-requests/2.25.1,Data Import,EC2 Stop Instance,2048,Anomaly
19
+ 17,2023-04-02T08:05:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,Data Export,EC2 Instance Stop,256,Normal
20
+ 18,2023-04-02T14:05:00Z,192.168.1.106,10.0.0.7,curl/7.64.0,Data Export,EC2 Stop Instance,2048,Anomaly
21
+ 19,2023-04-01T12:30:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,API Call,Lambda Function Trigger,256,Normal
22
+ 20,2023-04-02T14:35:00Z,192.168.2.201,10.0.0.7,curl/7.64.0,API Call,Lambda Function Trigger,4096,Anomaly
23
+ 21,2023-04-01T12:30:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,Data Import,S3 Bucket Import,2048,Normal
24
+ 22,2023-04-02T10:05:00Z,192.168.1.201,10.0.0.7,curl/7.64.0,Data Export,S3 Bucket Delete,262144,Anomaly
25
+ 23,2023-04-02T01:30:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,EC2 Start Instance,,0,Normal
26
+ 24,2023-04-02T15:00:00Z,198.51.100.2,10.0.0.6,PowerShell/7.3,Service Discovery,Lambda Function Invoke,2048,Anomaly
27
+ 25,2023-04-01T12:40:00Z,192.168.1.107,10.0.0.8,python-requests/2.25.1,API Call,Lambda Function Update,1024,Normal
28
+ 26,2023-04-02T08:02:00Z,192.168.2.107,10.0.0.8,curl/7.64.0,Data Import,S3 Bucket Delete,1024,Anomaly
29
+ 27,2023-04-02T08:10:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,API Call,S3 Put Object,128,Normal
30
+ 28,2023-04-02T14:10:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,API Call,Lambda Function Invocation,2048,Anomaly
31
+ 29,2023-04-01T12:35:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,Data Import,EC2 Instance Create,1024,Normal
32
+ 30,2023-04-02T14:40:00Z,192.168.2.202,10.0.0.8,Firefox/87.0,Network Traffic,API Gateway Gateway Responses,131072,Anomaly
33
+ 31,2023-04-01T12:35:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,API Call,Lambda Function Invocation,128,Normal
34
+ 32,2023-04-02T10:10:00Z,192.168.1.202,10.0.0.8,nodejs/v14.15.1,API Call,Lambda Function Trigger,524288,Anomaly
35
+ 33,2023-04-02T01:45:00Z,192.168.1.107,10.0.0.8,MicrosoftEdge/91.0.864.44,File Upload,S3 Bucket Create,1024,Normal
36
+ 34,2023-04-02T15:30:00Z,192.0.2.12,172.16.0.4,curl/7.64.0,API Call,RDS Parameter Group Modify,512,Anomaly
37
+ 35,2023-04-01T12:45:00Z,192.168.1.108,10.0.0.9,curl/7.64.0,Data Import,S3 Bucket Import,512,Normal
38
+ 36,2023-04-02T08:03:00Z,192.168.2.108,10.0.0.9,curl/7.64.0,API Call,EC2 Start Instance,2048,Anomaly
39
+ 37,2023-04-02T08:15:00Z,192.168.1.108,10.0.0.9,python-requests/2.25.1,Data Import,Lambda Function Invoke,400,Normal
40
+ 38,2023-04-02T14:15:00Z,192.168.1.108,10.0.0.9,curl/7.64.0,Data Import,EC2 Start Instance,512,Anomaly
41
+ 39,2023-04-01T12:40:00Z,192.168.1.108,10.0.0.9,python-requests/2.25.1,API Call,CloudWatch Logs PutLogEvents,1024,Normal
42
+ 40,2023-04-02T14:45:00Z,192.168.2.203,10.0.0.9,MicrosoftEdge/87.0.664.77,API Call,CloudFormation Stack Set,2048,Anomaly
43
+ 41,2023-04-01T12:40:00Z,192.168.1.108,10.0.0.9,python-requests/2.25.1,Data Export,EC2 Instance Stop,1024,Normal
44
+ 42,2023-04-02T10:15:00Z,192.168.1.203,10.0.0.9,curl/7.64.0,Data Import,EC2 Start Instance,2097152,Anomaly
45
+ 43,2023-04-02T02:00:00Z,192.168.1.108,10.0.0.9,curl/7.64.0,API Call,Lambda Function,512,Normal
46
+ 44,2023-04-02T16:00:00Z,198.51.100.3,10.0.0.7,curl/7.64.0,Data Export,EC2 Stop Instance,2048,Anomaly
47
+ 45,2023-04-01T12:50:00Z,192.168.1.109,10.0.0.10,Mozilla/5.0,API Call,RDS DB Instance Create,1024,Normal
48
+ 46,2023-04-02T08:04:00Z,192.168.2.109,10.0.0.10,python-requests/2.25.1,Data Export,S3 Bucket Import,2048,Anomaly
49
+ 47,2023-04-02T08:20:00Z,192.168.1.109,10.0.0.10,curl/7.64.0,API Call,RDS Create DB Instance,512,Normal
50
+ 48,2023-04-02T14:20:00Z,192.168.1.109,10.0.0.10,python-requests/2.25.1,API Call,S3 Lifecycle Rule Create,1024,Anomaly
51
+ 49,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,curl/7.64.0,API Call,CloudTrail CreateTrail,256,Normal
52
+ 50,2023-04-02T14:50:00Z,192.168.2.204,10.0.0.10,Safari/14.0.2,Network Traffic,DynamoDB Transactions,65536,Anomaly
53
+ 51,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,curl/7.64.0,API Call,Lambda Function Invoke,256,Normal
54
+ 52,2023-04-02T10:20:00Z,192.168.1.204,10.0.0.10,Python/3.9.1,API Call,CloudFront Distribution Update,1048576,Anomaly
55
+ 53,2023-04-02T02:15:00Z,192.168.1.109,10.0.0.10,firefox/86.0,Database Query,RDS Read Replica,2048,Normal
56
+ 54,2023-04-02T16:30:00Z,192.0.2.13,172.16.0.5,python-requests/2.25.1,EC2 Run Instance,EC2 Snapshot Create,256,Anomaly
57
+ 55,2023-04-01T12:55:00Z,192.168.1.110,10.0.0.11,curl/7.64.0,API Call,ECS Cluster Update,1024,Normal
58
+ 56,2023-04-02T08:05:00Z,192.168.2.110,10.0.0.11,curl/7.64.0,Data Export,EC2 Stop Instance,512,Anomaly
59
+ 57,2023-04-02T08:25:00Z,192.168.1.110,10.0.0.11,python-requests/2.25.1,Data Export,Lambda Function Invoke,320,Normal
60
+ 58,2023-04-02T14:25:00Z,192.168.1.110,10.0.0.11,curl/7.64.0,Data Export,Lambda Function Invocation,2048,Anomaly
61
+ 59,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,python-requests/2.25.1,Data Export,S3 Object Copy,512,Normal
62
+ 60,2023-04-02T14:55:00Z,192.168.2.205,10.0.0.11,Opera/8.0 (Windows NT 6.1; WOW64),API Call,Lambda Function Alias,1024,Anomaly
63
+ 61,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,python-requests/2.25.1,Data Import,S3 Bucket List,150,Normal
64
+ 62,2023-04-02T10:25:00Z,192.168.1.205,10.0.0.11,Microsoft Edge/88.0.802.0,Data Import,S3 Bucket Import,4194304,Anomaly
65
+ 63,2023-04-02T02:30:00Z,192.168.1.110,10.0.0.11,MicrosoftEdge/91.0.864.44,File Upload,S3 Bucket Delete,512,Normal
66
+ 64,2023-04-02T17:00:00Z,203.0.113.6,172.16.0.6,curl/7.64.0,S3 Bucket Delete,IAM User Create,1024,Anomaly
67
+ 65,2023-04-01T13:00:00Z,192.168.1.111,10.0.0.12,python-requests/2.25.1,API Call,IAM User Create,1024,Normal
68
+ 66,2023-04-02T08:06:00Z,192.168.2.111,10.0.0.12,python-requests/2.25.1,API Call,S3 Bucket Create,1024,Anomaly
69
+ 67,2023-04-02T08:30:00Z,192.168.1.111,10.0.0.12,curl/7.64.0,API Call,Lambda Function Invoke,256,Normal
70
+ 68,2023-04-02T14:30:00Z,192.168.1.111,10.0.0.12,curl/7.64.0,API Call,EC2 Create Security Group,1024,Anomaly
71
+ 69,2023-04-01T12:55:00Z,192.168.1.111,10.0.0.12,curl/7.64.0,Data Import,Lambda Function Invoke,256,Normal
72
+ 70,2023-04-02T15:00:00Z,192.168.2.206,10.0.0.12,"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36",Network Traffic,EC2 InstanceTerminate,524288,Anomaly
73
+ 71,2023-04-01T12:55:00Z,192.168.1.111,10.0.0.12,curl/7.64.0,API Call,Lambda Function Invocation,512,Normal
74
+ 72,2023-04-02T10:30:00Z,192.168.1.206,10.0.0.12,curl/7.64.0,API Call,CloudFront Distribution List Update,134217728,Anomaly
75
+ 73,2023-04-02T02:45:00Z,192.168.1.111,10.0.0.12,python-requests/2.25.1,EC2 Start Instance,,0,Normal
76
+ 74,2023-04-02T17:30:00Z,198.51.100.4,10.0.0.8,curl/7.64.0,API Call,Lambda Function Delete,2048,Anomaly
77
+ 75,2023-04-01T13:05:00Z,192.168.1.112,10.0.0.13,curl/7.64.0,API Call,EBS Volume Create,512,Normal
78
+ 76,2023-04-02T08:07:00Z,192.168.2.112,10.0.0.13,curl/7.64.0,Data Import,EC2 Start Instance,1024,Anomaly
79
+ 77,2023-04-02T08:35:00Z,192.168.1.112,10.0.0.13,python-requests/2.25.1,Data Import,RDS Modify DB Instance,512,Normal
80
+ 78,2023-04-02T14:35:00Z,192.168.1.112,10.0.0.13,curl/7.64.0,Data Import,EC2 Terminate Instance,2048,Anomaly
81
+ 79,2023-04-01T13:00:00Z,192.168.1.112,10.0.0.13,python-requests/2.25.1,API Call,IAM GetUser,1024,Normal
82
+ 80,2023-04-02T15:05:00Z,192.168.2.207,10.0.0.13,"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/14.0.3 Safari/605.1.15",API Call,IAM UserPolicy Create,4096,Anomaly
83
+ 81,2023-04-01T13:00:00Z,192.168.1.112,10.0.0.13,python-requests/2.25.1,Data Export,S3 Bucket List,1024,Normal
84
+ 82,2023-04-02T10:35:00Z,192.168.1.207,10.0.0.13,Safari/13.0.5,Data Export,S3 Bucket Export,9765625,Anomaly
85
+ 83,2023-04-02T03:00:00Z,192.168.1.112,10.0.0.13,Mozilla/5.0,API Call,Lambda Function,1024,Normal
86
+ 84,2023-04-02T18:00:00Z,192.0.2.14,172.16.0.7,python-requests/2.25.1,EC2 Create Volume,RDS Database Modify,512,Anomaly
87
+ 85,2023-04-01T13:10:00Z,192.168.1.113,10.0.0.14,Mozilla/5.0,API Call,Elastic IP Associate,1024,Normal
88
+ 86,2023-04-02T08:08:00Z,192.168.2.113,10.0.0.14,python-requests/2.25.1,Data Export,S3 Bucket Delete,2048,Anomaly
89
+ 87,2023-04-02T08:40:00Z,192.168.1.113,10.0.0.14,curl/7.64.0,API Call,Lambda Function Invoke,300,Normal
90
+ 88,2023-04-02T14:40:00Z,192.168.1.113,10.0.0.14,curl/7.64.0,API Call,EC2 Create Volume,1024,Anomaly
91
+ 89,2023-04-01T13:05:00Z,192.168.1.113,10.0.0.14,curl/7.64.0,Data Export,CloudWatch Events PutTargets,1024,Normal
92
+ 90,2023-04-02T15:10:00Z,192.168.2.208,10.0.0.14,Mozilla/5.0 (X11; Linux x86_64; rv:88.0) Gecko/20100101 Firefox/88.0,API Call,Lambda Function Permission Create,2048,Anomaly
93
+ 91,2023-04-01T13:05:00Z,192.168.1.113,10.0.0.14,curl/7.64.0,API Call,Lambda Function Invocation,128,Normal
94
+ 92,2023-04-02T10:40:00Z,192.168.1.208,10.0.0.14,"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36",API Call,Lambda Function Trigger,16777216,Anomaly
95
+ 93,2023-04-02T03:15:00Z,192.168.1.113,10.0.0.14,Chrome/91.0.4472.124,Database Query,RDS Read Replica,2048,Normal
96
+ 94,2023-04-02T18:30:00Z,198.51.100.5,10.0.0.9,curl/7.64.0,Data Import,EBS Volume Delete,1024,Anomaly
97
+ 95,2023-04-01T13:15:00Z,192.168.1.114,10.0.0.15,python-requests/2.25.1,API Call,IAM User Delete,1024,Normal
98
+ 98,2023-04-02T14:45:00Z,192.168.1.114,10.0.0.15,curl/7.64.0,Data Export,Lambda Function Invocation,2048,Anomaly
99
+ 99,2023-04-01T13:10:00Z,192.168.1.114,10.0.0.15,python-requests/2.25.1,API Call,EC2 RunInstances,256,Normal